{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('天猫奢品官方直营', 'KG海外专营店', 'stellaluna旗舰店', 'StadiumGoods海外旗舰店', 'ecco旗舰店', 'ash官方旗舰店', 'MONNIERFreres海外旗舰店', 'petitcooskin旗舰店', '魅力惠官方旗舰店', '万奢城旗舰店', '银泰百货精品旗舰店', 'estate旗舰店', '奢殿官方旗舰店', 'staccato旗舰店', '东方信天翁专营店', '魅力惠海外旗舰店', 'BarneysNewYork海外旗舰店', '国意服饰专营店', 'sheme旗舰店', '卡莫兹旗舰店')\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -*-coding: utf-8 -*-\n",
    "import pymysql  as pm\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "class View:\n",
    "    def __init__(self):\n",
    "        # 打开数据库连接\n",
    "        self.db = pm.connect(\"localhost\", \"root\", \"Welcome1\", \"test\", charset='utf8')\n",
    "        # 使用cursor()方法获取操作游标\n",
    "        self.cursor = self.db.cursor()\n",
    "\n",
    "    def qury(self):\n",
    "        # SQL 查询语句\n",
    "        sql = \"select shop,sum(deal) from tmallshoes where deal > 0 and price>3000 GROUP BY shop ORDER BY SUM(deal) DESC LIMIT %d\" % (20)\n",
    "        try:\n",
    "            # 执行SQL语句\n",
    "            self.cursor.execute(sql)\n",
    "            # 获取所有记录列表\n",
    "            results = self.cursor.fetchall()\n",
    "            shop, deal = [], []\n",
    "            for row in results:\n",
    "                shop.append(row[0])\n",
    "                deal.append(row[1])\n",
    "                # 打印结果\n",
    "                # print(\"title=%s,link=%s,price=%d,deal=%d,shop=%s\" % (title, link, price, deal, shop))\n",
    "            return shop, deal\n",
    "        except:\n",
    "            print(\"Error: unable to fecth data\")\n",
    "        finally:\n",
    "            self.close()\n",
    "\n",
    "    def close(self):\n",
    "        self.db.close()\n",
    "\n",
    "\n",
    "def main():\n",
    "    view = View()\n",
    "    shop, deal = view.qury()\n",
    "    shop = tuple(shop)\n",
    "    deal = tuple(deal)\n",
    "    print(shop)\n",
    "\n",
    "    plt.rcdefaults()\n",
    "    plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "    plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "    fig, ax = plt.subplots()\n",
    "\n",
    "    # Example data\n",
    "    y_pos = np.arange(20)\n",
    "\n",
    "    ax.barh(y_pos, deal)\n",
    "    ax.set_yticks(y_pos)\n",
    "    ax.set_yticklabels(shop)\n",
    "    ax.invert_yaxis()  # labels read top-to-bottom\n",
    "    ax.set_xlabel('Deal')\n",
    "    ax.set_title(\"Top 20 Sales girl's shoes\")\n",
    "    plt.show()\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    main()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
